A length adaptive algorithm-hardware co-design of transformer on FPGA through sparse attention and dynamic pipelining.
Hongwu PengShaoyi HuangShiyang ChenBingbing LiTong GengAng LiWeiwen JiangWujie WenJinbo BiHang LiuCaiwen DingPublished in: DAC (2022)
Keyphrases
- hardware implementation
- hardware architecture
- detection algorithm
- k means
- learning algorithm
- matching algorithm
- cost function
- computational complexity
- image processing
- real time
- np hard
- dynamic programming
- software implementation
- low cost
- preprocessing
- image processing algorithms
- optimization algorithm
- convergence rate
- fpga implementation
- recursive least squares
- arbitrary length
- hardware and software
- segmentation algorithm
- particle swarm optimization
- high speed
- probabilistic model
- computational cost
- search space